Agent skill

ace-pattern-learning

Search ACE playbook before implementing, building, fixing, debugging, or refactoring code. Capture patterns after completing substantial coding work.

Stars 163
Forks 31

Install this agent skill to your Project

npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/development/ace-pattern-learning-ce-dot-net-ace-vscode

SKILL.md

ACE Pattern Learning Skill

This skill provides pattern-based learning for coding tasks.

When This Skill Activates

Copilot will automatically load this skill when your request contains:

  • Implementation: implement, build, create, add, develop, write
  • Modification: update, modify, change, edit, enhance, extend
  • Debugging: debug, fix, troubleshoot, resolve, diagnose
  • Refactoring: refactor, optimize, improve, restructure
  • Integration: integrate, connect, setup, configure

BEFORE Starting Work (MANDATORY)

INVOKE: #ce-dot-net.ace-vscode/ace_search with relevant query

Search for patterns from previous work before implementing:

  • Proven solutions and best practices
  • Known gotchas and pitfalls to avoid
  • Recommended APIs and libraries

AFTER Completing Work (MANDATORY)

INVOKE: #ce-dot-net.ace-vscode/ace_learn with:

  • task: Brief description of what was accomplished
  • success: true/false
  • output: Key lessons, patterns discovered, gotchas

DO NOT skip this step. DO NOT respond to user without calling ace_learn first.

Mid-Conversation Re-Search

If user's follow-up message introduces a NEW topic or domain:

  1. Recognize topic shift (auth→caching, API→database, etc.)
  2. Call ace_search with the new topic BEFORE continuing
  3. Apply newly retrieved patterns

Examples of topic shifts requiring re-search:

  • "Now let's add caching" (after auth implementation)
  • "I'm getting a database error" (after API work)
  • "How do I deploy this?" (after coding)
  • "Let's add tests" (after implementation)
  • "Now handle the error cases" (new domain)

Example Workflow

User: "implement JWT authentication"
    ↓
1. ace_search("JWT authentication") → Find patterns
2. Implement using patterns found
3. ace_learn(task="Implemented JWT auth", success=true, output="Used refresh token rotation")
4. Respond to user

User: "Now add Redis caching for the tokens"
    ↓
1. ace_search("Redis caching tokens") → NEW SEARCH for new topic!
2. Implement caching using patterns found
3. ace_learn(task="Added Redis token caching", success=true, output="Used TTL matching token expiry")
4. Respond to user

Didn't find tool you were looking for?

Be as detailed as possible for better results